Magnetic control of tokamak plasmas through deep reinforcement learning

Jonas Degrave, Federico Felici, Jonas Buchli, Michael Neunert, Brendan D. Tracey, Francesco Carpanese, Timo Ewalds, Roland Hafner, Abbas Abdolmaleki, Diego de Las Casas, Craig Donner, Leslie Fritz, Cristian Galperti, Andrea Huber, James Keeling, Maria Tsimpoukelli, Jackie Kay, Antoine Merle, Jean-Marc Moret, Seb Noury, Federico Pesamosca, David Pfau, Olivier Sauter, Cristian Sommariva, Stefano Coda, Basil Duval, Ambrogio Fasoli, Pushmeet Kohli, Koray Kavukcuoglu, Demis Hassabis, Martin A. Riedmiller. Magnetic control of tokamak plasmas through deep reinforcement learning. Nature, 602(7897):414-419, 2022. [doi]

@article{DegraveFBNTCEHA22,
  title = {Magnetic control of tokamak plasmas through deep reinforcement learning},
  author = {Jonas Degrave and Federico Felici and Jonas Buchli and Michael Neunert and Brendan D. Tracey and Francesco Carpanese and Timo Ewalds and Roland Hafner and Abbas Abdolmaleki and Diego de Las Casas and Craig Donner and Leslie Fritz and Cristian Galperti and Andrea Huber and James Keeling and Maria Tsimpoukelli and Jackie Kay and Antoine Merle and Jean-Marc Moret and Seb Noury and Federico Pesamosca and David Pfau and Olivier Sauter and Cristian Sommariva and Stefano Coda and Basil Duval and Ambrogio Fasoli and Pushmeet Kohli and Koray Kavukcuoglu and Demis Hassabis and Martin A. Riedmiller},
  year = {2022},
  doi = {10.1038/s41586-021-04301-9},
  url = {https://doi.org/10.1038/s41586-021-04301-9},
  researchr = {https://researchr.org/publication/DegraveFBNTCEHA22},
  cites = {0},
  citedby = {0},
  journal = {Nature},
  volume = {602},
  number = {7897},
  pages = {414-419},
}